# AI Security Bug Triage Pipeline

Modern engineering and security teams receive a constant stream of bugs, platform issues, frontend defects, backend failures, and operational incidents.

Without structured triage, teams waste time manually classifying issues before remediation even begins.

This n8n workflow uses AI to automate software and security bug triage.

## Problem

Security and engineering teams frequently face:

- inconsistent bug severity assessment
- unclear issue ownership
- weak root cause visibility
- slow prioritization workflows
- fragmented operational triage

Without structured triage:

- critical failures remain buried
- routing becomes inconsistent
- remediation slows down
- incident response becomes noisy
- engineering teams lose operational context

## Solution

An n8n workflow that:

- Accepts bug reports
- Sends reports to OpenAI
- Detects severity
- Categorizes the issue
- Identifies likely causes
- Recommends next actions
- Produces structured triage output
- Sends summaries to Telegram

## Workflow Pipeline

Trigger → Bug Reports → AI Triage Engine → Parse Response → Telegram

## Example Categories

### Frontend
UI issues, rendering problems, mobile defects.

### Backend
Server failures, APIs, database errors.

### Security / Critical
Authentication issues, outages, payment blockers.

### UX / Minor
Cosmetic issues, layout inconsistencies.

## Example Output

```text
AI Bug Triage Summary

Severity: High
Category: Security / Payment
Likely Cause:
Mobile UI freeze caused by broken checkout event handler.

Next Action:
Reproduce issue on affected mobile devices and inspect frontend interaction logic.
```

## Use Cases

- DevSecOps triage
- Security engineering workflows
- SOC engineering operations
- Incident classification
- QA automation
- AI operational diagnostics

## Impact

Accelerates issue prioritization.
Improves root cause visibility.
Reduces manual triage overhead.
Standardizes AI driven engineering workflows.

Kunsh Tanwar | ETXcyberops | kunsh@etxhuman.com

<img width="800" alt="image.png" src="https://etx-megasupabase.etxhuman.com/storage/v1/object/public/insight-attachments/insights/draft/image.png" />
<img width="800" alt="image.png" src="https://etx-megasupabase.etxhuman.com/storage/v1/object/public/insight-attachments/insights/draft/image.png" />